{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# 一、引入包和初始化"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "6d0933447cc2170f"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "#coding: utf-8\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "from matplotlib import font_manager\n",
    "#初始化-定义字体\n",
    "my_font = font_manager.FontProperties(fname='/System/Library/Fonts/STHeiti Light.ttc')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-02-24T03:45:02.562733Z",
     "start_time": "2025-02-24T03:45:02.213872Z"
    }
   },
   "id": "8fb5fabf7ee5b577",
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 二、生成一个简单的折线图\n",
    "## 标准的工作流程\n",
    "### 1、数据准备\n",
    "### 2、定义画布\n",
    "### 3、画图和保存\n",
    "### 4、显示"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "46d2b053f2c59287"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 2000x800 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(60)\n",
    "y_shanghai = [random.uniform(15,18) for i in x ]\n",
    "y_beijing = [random.uniform(21,27) for i in x ]\n",
    "\n",
    "#2.1 定义容器层\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "\n",
    "#2.2 定义图像层\n",
    "plt.plot(x,y_beijing,color='red',label='北京')\n",
    "plt.plot(x,y_shanghai,color='blue',label='上海')\n",
    "\n",
    "#2.3 定义辅助层\n",
    "#2.3.1坐标系\n",
    "x_ticks_label=[\"11点{}分\".format(i) for i in x]\n",
    "y_ticks=range(40)\n",
    "plt.xticks(x[::5],x_ticks_label[::5],fontproperties=my_font)\n",
    "plt.yticks(y_ticks[::5])\n",
    "# 2.3.2 网格线\n",
    "plt.grid(True,linestyle='--',alpha=0.5)\n",
    "## 2.2.3 图例\n",
    "plt.legend(loc='best',prop=my_font,fontsize=20)\n",
    "\n",
    "# 2.3.4 添加描述信息\n",
    "plt.xlabel(\"时间\",fontproperties=my_font,fontsize=20)\n",
    "plt.ylabel(\"温度\",fontproperties=my_font,fontsize=20)\n",
    "plt.title(\"温度变化图\",fontproperties=my_font,fontsize=20)\n",
    "\n",
    "# 2.4 图像保存\n",
    "# 一定要在plt.show()前执行，否则会白屏\n",
    "plt.savefig(\"test.png\",dpi=300)\n",
    "\n",
    "# 2.5 图像显示\n",
    "plt.show()\n",
    "# 自动释放资源"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-02-24T03:45:10.355942Z",
     "start_time": "2025-02-24T03:45:09.680957Z"
    }
   },
   "id": "66cbe7c13829d6fa",
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 三层结构：\n",
    "## 容器层：画板（Canvas)、画布(Figure)、坐标系(Axes)\n",
    "## 辅助层：刻度、标题、网格、图例、图像标题\n",
    "## 图像层：各种图形\n",
    "# 目的：理解相关的API函数所必须"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "306f356e025ebc50"
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 二、 多个坐标系显示图像\n",
    "## 2.1 subplots（子图）\n",
    "### matplotlib.pyplot.subplots(nrows=1,ncols=1,**fig_kw)\n",
    "### return fig(图对象）,axes（坐标系）"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "2e75743bc3eb7fdc"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 2000x800 with 4 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1、准备数据\n",
    "x = range(60)\n",
    "y_beijing = [random.uniform(15,18) for i in x ]\n",
    "y_shanghai = [random.uniform(30,37) for i in x]\n",
    "y_guanzhou=[random.uniform(31,45) for i in x]\n",
    "y_kunming = [random.uniform(16,27) for i in x ]\n",
    "titleList=[['北京','上海'],['广州','昆明']]\n",
    "\n",
    "\n",
    "# 2、创建画布\n",
    "fig,axes =plt.subplots(nrows=2,ncols=2,figsize=(20,8),dpi=100,sharex=True,sharey=True)\n",
    "plt.subplots_adjust(hspace=0.5,wspace=0.5)\n",
    "# 3、画图\n",
    "# 3.1 基础图形\n",
    "axes[0,0].plot(x,y_beijing,color='r',label='北京')\n",
    "axes[0,1].plot(x,y_shanghai,color='b',label='上海')\n",
    "axes[1,0].plot(x,y_guanzhou,color='r',label='广州')\n",
    "axes[1,1].plot(x,y_kunming,color='b',label='昆明')\n",
    "\n",
    "\n",
    "# 3.2 图形美化\n",
    "x_ticks_label=[\"11点{}分\".format(i) for i in x]\n",
    "y_ticks=range(40)\n",
    "\n",
    "for i in range(2):\n",
    "    for j in range(2):\n",
    "        axes[i,j].set_xticks(x[::5])\n",
    "        axes[i,j].set_yticks(y_ticks[::5])\n",
    "        axes[i,j].set_xticklabels(x_ticks_label[::5],fontproperties=my_font)\n",
    "        axes[i,j].grid(True,linestyle='--',alpha=0.5)\n",
    "        axes[i,j].set_xlabel(\"时间\",fontproperties=my_font,fontsize=20)\n",
    "        axes[i,j].set_ylabel(\"温度\",fontproperties=my_font,fontsize=20)\n",
    "        axes[i,j].set_title(titleList[i][j],fontproperties=my_font,fontweight='bold',fontsize=20)\n",
    "        #axes[i,j].legend(loc='best')\n",
    "# 4、显示\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-02-24T03:45:22.132993Z",
     "start_time": "2025-02-24T03:45:21.926071Z"
    }
   },
   "id": "6d077eec19b2d19c",
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 三、常见图形绘制\n",
    "## 3.1 折线图"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "8e4818fe2fcbdb93"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-07-19T01:45:24.770021Z",
     "start_time": "2024-07-19T01:45:24.766136Z"
    }
   },
   "id": "8a611c2cc4e5ad22",
   "execution_count": 25
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 3.2 饼图"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "4c01df6f26c483e3"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-07-19T01:45:47.886903Z",
     "start_time": "2024-07-19T01:45:47.879654Z"
    }
   },
   "id": "1e82db88ffd2135b",
   "execution_count": 25
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 3.2 散点图"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "b477efb38c95dc9c"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 2000x800 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#准备数据\n",
    "x = [225.98, 247.07, 253.14, 457.85, 241.58, 301.01,  20.67, 288.64,\n",
    "       163.56, 120.06, 207.83, 342.75, 147.9 ,  53.06, 224.72,  29.51,\n",
    "        21.61, 483.21, 245.25, 399.25, 343.35]\n",
    "y = [196.63, 203.88, 210.75, 372.74, 202.41, 247.61,  24.9 , 239.34,\n",
    "       140.32, 104.15, 176.84, 288.23, 128.79,  49.64, 191.74,  33.1 ,\n",
    "        30.74, 400.02, 205.35, 330.64, 283.45]\n",
    "#画布\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "plt.scatter(x,y)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-11-26T06:54:56.084298Z",
     "start_time": "2024-11-26T06:54:55.934067Z"
    }
   },
   "id": "bc06e30be0d4a45d",
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 3.3 柱状图"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "66c45790234bc72c"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 2000x800 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 电影名字\n",
    "movie_name = ['雷神3：诸神黄昏','正义联盟','东方快车谋杀案','寻梦环游记','全球风暴','降魔传','追捕','七十七天','密战','狂兽','其它']\n",
    "# 横坐标\n",
    "x = range(len(movie_name))\n",
    "# 票房数据\n",
    "y = [73853,57767,22354,15969,14839,8725,8716,8318,7916,6764,52222]\n",
    "\n",
    "#画布\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "plt.bar(x, y, color=['b','r','g','y','c','m','y','k','c','g','b'], width=0.7)\n",
    "\n",
    "#修饰\n",
    "plt.xticks(x, movie_name,fontproperties=my_font)\n",
    "plt.grid(linestyle='--')\n",
    "\n",
    "plt.title(\"电影票房数据\",fontweight='bold',fontproperties=my_font)\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-02-24T03:45:42.632926Z",
     "start_time": "2025-02-24T03:45:42.515151Z"
    }
   },
   "id": "8471fdb04096339f",
   "execution_count": 4
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
